From de47aa3391faa047df88ebe3d7c2c821f6b12c14 Mon Sep 17 00:00:00 2001 From: LucasAlegre Date: Tue, 15 Oct 2024 19:57:51 +0000 Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20Farama-F?= =?UTF-8?q?oundation/MO-Gymnasium@7c471866b70e78a5ffed83ce1562548f5ca90914?= =?UTF-8?q?=20=F0=9F=9A=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- main/.buildinfo | 2 +- main/404.html | 4 +- main/README/index.html | 4 +- main/_static/documentation_options.js | 2 +- main/_static/versioning/versioning_menu.html | 21 +- main/citing/citing/index.html | 4 +- main/community/community/index.html | 4 +- .../environments/breakable-bottles/index.html | 4 +- main/environments/classical/index.html | 4 +- .../deep-sea-treasure-concave/index.html | 4 +- .../deep-sea-treasure-mirrored/index.html | 4 +- .../environments/deep-sea-treasure/index.html | 4 +- main/environments/fishwood/index.html | 4 +- main/environments/four-room/index.html | 4 +- main/environments/fruit-tree/index.html | 4 +- main/environments/grid-world/index.html | 4 +- .../minecart-deterministic/index.html | 4 +- main/environments/minecart-rgb/index.html | 4 +- main/environments/minecart/index.html | 4 +- main/environments/misc/index.html | 4 +- main/environments/mo-ant-2d/index.html | 4 +- main/environments/mo-ant/index.html | 10 +- main/environments/mo-halfcheetah/index.html | 4 +- main/environments/mo-highway-fast/index.html | 4 +- main/environments/mo-highway/index.html | 4 +- main/environments/mo-hopper-2d/index.html | 4 +- main/environments/mo-hopper/index.html | 4 +- main/environments/mo-humanoid/index.html | 10 +- .../mo-lunar-lander-continuous/index.html | 10 +- main/environments/mo-lunar-lander/index.html | 10 +- .../environments/mo-mountaincar-3d/index.html | 4 +- .../mo-mountaincar-timemove/index.html | 4 +- .../mo-mountaincar-timespeed/index.html | 4 +- main/environments/mo-mountaincar/index.html | 4 +- .../mo-mountaincarcontinuous/index.html | 4 +- main/environments/mo-reacher/index.html | 6 +- main/environments/mo-supermario/index.html | 4 +- main/environments/mo-swimmer/index.html | 22 +- main/environments/mo-walker2d/index.html | 4 +- main/environments/mujoco/index.html | 4 +- .../resource-gathering/index.html | 4 +- main/environments/water-reservoir/index.html | 4 +- main/examples/citation/index.html | 4 +- main/examples/morl_baselines/index.html | 10 +- main/examples/publications/index.html | 4 +- main/genindex/index.html | 20 +- main/index.html | 6 +- main/introduction/api/index.html | 6 +- main/introduction/install/index.html | 4 +- main/objects.inv | Bin 1432 -> 1521 bytes main/release_notes/index.html | 6 +- main/search/index.html | 4 +- main/searchindex.js | 2 +- main/tutorials/custom_env/index.html | 4 +- main/wrappers/vector_wrappers/index.html | 713 ++++++++++++++++++ main/wrappers/wrappers/index.html | 90 ++- 56 files changed, 961 insertions(+), 137 deletions(-) create mode 100644 main/wrappers/vector_wrappers/index.html diff --git a/main/.buildinfo b/main/.buildinfo index d1c8f84c..b4768c37 100644 --- a/main/.buildinfo +++ b/main/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 2612d33d1ddf2aea2ec6d1750c22baa3 +config: 8bb6dd5cc12145c199e1c822213cb7e5 tags: d77d1c0d9ca2f4c8421862c7c5a0d620 diff --git a/main/404.html b/main/404.html index bd608205..a34feb5b 100644 --- a/main/404.html +++ b/main/404.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -417,7 +419,7 @@

    The requested page could not be found. + diff --git a/main/README/index.html b/main/README/index.html index 1a0b019b..7fb6c104 100644 --- a/main/README/index.html +++ b/main/README/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -434,7 +436,7 @@

    Build the Documentation + diff --git a/main/_static/documentation_options.js b/main/_static/documentation_options.js index 6fe7b331..59816731 100644 --- a/main/_static/documentation_options.js +++ b/main/_static/documentation_options.js @@ -1,5 +1,5 @@ const DOCUMENTATION_OPTIONS = { - VERSION: '1.1.0', + VERSION: '1.2.0', LANGUAGE: 'en', COLLAPSE_INDEX: false, BUILDER: 'dirhtml', diff --git a/main/_static/versioning/versioning_menu.html b/main/_static/versioning/versioning_menu.html index 7a20036b..68109cf8 100644 --- a/main/_static/versioning/versioning_menu.html +++ b/main/_static/versioning/versioning_menu.html @@ -122,15 +122,18 @@ }); const sortVersions = (a, b) => { - const normVersionNames = (a) => { - return a.replace("v", "").split(""); - }; - const innerA = normVersionNames(a); - const innerB = normVersionNames(b); - - while (innerA.length && innerB.length) { - const charA = innerA.shift(); - const charB = innerB.shift(); + const innerA = a.replace("v", ""); + const innerB = b.replace("v", ""); + + if (innerA.match(/[a-z]/) && !innerB.match(/[a-z]/)) return 1; + if (!innerA.match(/[a-z]/) && innerB.match(/[a-z]/)) return -1; + + const splittedInnerA = innerA.split(""); + const splittedInnerB = innerB.split(""); + + while (splittedInnerA.length && splittedInnerB.length) { + const charA = splittedInnerA.shift(); + const charB = splittedInnerB.shift(); if (charA === charB) continue; else if (charA === ".") return 1; diff --git a/main/citing/citing/index.html b/main/citing/citing/index.html index 4f697fff..587905c2 100644 --- a/main/citing/citing/index.html +++ b/main/citing/citing/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -403,7 +405,7 @@ - + diff --git a/main/community/community/index.html b/main/community/community/index.html index 1b796669..c1a5ea80 100644 --- a/main/community/community/index.html +++ b/main/community/community/index.html @@ -215,6 +215,7 @@
  • Install
  • API
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  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -448,7 +450,7 @@

    Acknowledgements + diff --git a/main/environments/breakable-bottles/index.html b/main/environments/breakable-bottles/index.html index 906af64d..d65bffb3 100644 --- a/main/environments/breakable-bottles/index.html +++ b/main/environments/breakable-bottles/index.html @@ -215,6 +215,7 @@
  • Install
  • API
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    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -517,7 +519,7 @@

    Credits¶ - + diff --git a/main/environments/classical/index.html b/main/environments/classical/index.html index 977bf31a..0cf2ce88 100644 --- a/main/environments/classical/index.html +++ b/main/environments/classical/index.html @@ -215,6 +215,7 @@
  • Install
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    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -466,7 +468,7 @@

    Classic Control + diff --git a/main/environments/deep-sea-treasure-concave/index.html b/main/environments/deep-sea-treasure-concave/index.html index f3be3fbc..b9dc38bd 100644 --- a/main/environments/deep-sea-treasure-concave/index.html +++ b/main/environments/deep-sea-treasure-concave/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -520,7 +522,7 @@

    Credits¶ - + diff --git a/main/environments/deep-sea-treasure-mirrored/index.html b/main/environments/deep-sea-treasure-mirrored/index.html index 5b4c9bc0..4ff35b44 100644 --- a/main/environments/deep-sea-treasure-mirrored/index.html +++ b/main/environments/deep-sea-treasure-mirrored/index.html @@ -215,6 +215,7 @@
  • Install
  • API
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    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -510,7 +512,7 @@

    Credits¶ - + diff --git a/main/environments/deep-sea-treasure/index.html b/main/environments/deep-sea-treasure/index.html index ebc2dbea..37335e52 100644 --- a/main/environments/deep-sea-treasure/index.html +++ b/main/environments/deep-sea-treasure/index.html @@ -215,6 +215,7 @@
  • Install
  • API
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    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -508,7 +510,7 @@

    Credits¶ - + diff --git a/main/environments/fishwood/index.html b/main/environments/fishwood/index.html index 3cfe8994..389cffcf 100644 --- a/main/environments/fishwood/index.html +++ b/main/environments/fishwood/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -505,7 +507,7 @@

    Credits¶ - + diff --git a/main/environments/four-room/index.html b/main/environments/four-room/index.html index 876827dd..19e87389 100644 --- a/main/environments/four-room/index.html +++ b/main/environments/four-room/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -507,7 +509,7 @@

    Credits¶ - + diff --git a/main/environments/fruit-tree/index.html b/main/environments/fruit-tree/index.html index 47f1bad9..413e6361 100644 --- a/main/environments/fruit-tree/index.html +++ b/main/environments/fruit-tree/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -484,7 +486,7 @@

    Episode Termination + diff --git a/main/environments/grid-world/index.html b/main/environments/grid-world/index.html index e8e395fa..4a1e46d8 100644 --- a/main/environments/grid-world/index.html +++ b/main/environments/grid-world/index.html @@ -215,6 +215,7 @@
  • Install
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  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -473,7 +475,7 @@

    Grid-World + diff --git a/main/environments/minecart-deterministic/index.html b/main/environments/minecart-deterministic/index.html index 703257cd..4b865583 100644 --- a/main/environments/minecart-deterministic/index.html +++ b/main/environments/minecart-deterministic/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -532,7 +534,7 @@

    Credits¶ - + diff --git a/main/environments/minecart-rgb/index.html b/main/environments/minecart-rgb/index.html index 5cda0f46..31fc55a0 100644 --- a/main/environments/minecart-rgb/index.html +++ b/main/environments/minecart-rgb/index.html @@ -215,6 +215,7 @@
  • Install
  • API
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    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -522,7 +524,7 @@

    Credits¶ - + diff --git a/main/environments/minecart/index.html b/main/environments/minecart/index.html index e58929aa..96e16273 100644 --- a/main/environments/minecart/index.html +++ b/main/environments/minecart/index.html @@ -215,6 +215,7 @@
  • Install
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    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -520,7 +522,7 @@

    Credits¶ - + diff --git a/main/environments/misc/index.html b/main/environments/misc/index.html index 54dfeee6..06636781 100644 --- a/main/environments/misc/index.html +++ b/main/environments/misc/index.html @@ -215,6 +215,7 @@
  • Install
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    • +
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    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -453,7 +455,7 @@

    Miscellaneous + diff --git a/main/environments/mo-ant-2d/index.html b/main/environments/mo-ant-2d/index.html index 6a9d3ba2..62116594 100644 --- a/main/environments/mo-ant-2d/index.html +++ b/main/environments/mo-ant-2d/index.html @@ -215,6 +215,7 @@
  • Install
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  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -464,7 +466,7 @@

    Reward Space + diff --git a/main/environments/mo-ant/index.html b/main/environments/mo-ant/index.html index 286e5dba..ad0566eb 100644 --- a/main/environments/mo-ant/index.html +++ b/main/environments/mo-ant/index.html @@ -8,7 +8,7 @@ - + @@ -215,6 +215,7 @@
  • Install
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  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -385,12 +387,12 @@

    Reward Space - +
    Next
    -
    MO-Humanoid
    +
    MO-Swimmer
    @@ -474,7 +476,7 @@

    Reward Space + diff --git a/main/environments/mo-halfcheetah/index.html b/main/environments/mo-halfcheetah/index.html index 8f499182..db2807c5 100644 --- a/main/environments/mo-halfcheetah/index.html +++ b/main/environments/mo-halfcheetah/index.html @@ -215,6 +215,7 @@
  • Install
  • API
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    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -473,7 +475,7 @@

    Reward Space + diff --git a/main/environments/mo-highway-fast/index.html b/main/environments/mo-highway-fast/index.html index e193c216..b1e48a02 100644 --- a/main/environments/mo-highway-fast/index.html +++ b/main/environments/mo-highway-fast/index.html @@ -215,6 +215,7 @@
  • Install
  • API
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    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -426,7 +428,7 @@

    MO-Highway-Fast + diff --git a/main/environments/mo-highway/index.html b/main/environments/mo-highway/index.html index 3e0aa320..19c60fda 100644 --- a/main/environments/mo-highway/index.html +++ b/main/environments/mo-highway/index.html @@ -215,6 +215,7 @@
  • Install
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    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
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    • @@ -469,7 +471,7 @@

    Reward Space + diff --git a/main/environments/mo-hopper-2d/index.html b/main/environments/mo-hopper-2d/index.html index 923f4f72..3377ff96 100644 --- a/main/environments/mo-hopper-2d/index.html +++ b/main/environments/mo-hopper-2d/index.html @@ -215,6 +215,7 @@
  • Install
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    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
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    • @@ -463,7 +465,7 @@

    Reward Space + diff --git a/main/environments/mo-hopper/index.html b/main/environments/mo-hopper/index.html index dcfc449b..1fb3f2d2 100644 --- a/main/environments/mo-hopper/index.html +++ b/main/environments/mo-hopper/index.html @@ -215,6 +215,7 @@
  • Install
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    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
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    • @@ -473,7 +475,7 @@

    Reward Space + diff --git a/main/environments/mo-humanoid/index.html b/main/environments/mo-humanoid/index.html index daa8c2f0..a73342a4 100644 --- a/main/environments/mo-humanoid/index.html +++ b/main/environments/mo-humanoid/index.html @@ -8,7 +8,7 @@ - + @@ -215,6 +215,7 @@
  • Install
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    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -380,7 +382,7 @@

    Reward Space - + @@ -389,7 +391,7 @@

    Reward SpaceMO-Ant +
    MO-Swimmer
     @@ -470,7 +472,7 @@

    Reward Space + diff --git a/main/environments/mo-lunar-lander-continuous/index.html b/main/environments/mo-lunar-lander-continuous/index.html index 2a29011f..eb96dae6 100644 --- a/main/environments/mo-lunar-lander-continuous/index.html +++ b/main/environments/mo-lunar-lander-continuous/index.html @@ -215,6 +215,7 @@
  • Install
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    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
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    • +
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    • @@ -339,10 +341,10 @@

    MO-Lunar-Lander-Continuous

    Observation High

    -

    [1.5 1.5 5. 5. 3.14 5. 1. 1. ]

    +

    [ 2.5 2.5 10. 10. 6.28 10. 1. 1. ]

    Observation Low

    -

    [-1.5 -1.5 -5. -5. -3.14 -5. -0. -0. ]

    +

    [ -2.5 -2.5 -10. -10. -6.28 -10. -0. -0. ]

    Reward Shape

    (4,)

    @@ -354,7 +356,7 @@

    MO-Lunar-Lander-Continuous

    Import

    -

    mo_gymnasium.make("mo-lunar-lander-continuous-v2")

    +

    mo_gymnasium.make("mo-lunar-lander-continuous-v3")

    @@ -472,7 +474,7 @@

    Reward Space + diff --git a/main/environments/mo-lunar-lander/index.html b/main/environments/mo-lunar-lander/index.html index 99eef0c3..dd0b7dde 100644 --- a/main/environments/mo-lunar-lander/index.html +++ b/main/environments/mo-lunar-lander/index.html @@ -215,6 +215,7 @@
  • Install
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  • MO-Halfcheetah
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    • +
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    • @@ -339,10 +341,10 @@

    MO-Lunar-Lander

    Observation High

    -

    [1.5 1.5 5. 5. 3.14 5. 1. 1. ]

    +

    [ 2.5 2.5 10. 10. 6.28 10. 1. 1. ]

    Observation Low

    -

    [-1.5 -1.5 -5. -5. -3.14 -5. -0. -0. ]

    +

    [ -2.5 -2.5 -10. -10. -6.28 -10. -0. -0. ]

    Reward Shape

    (4,)

    @@ -354,7 +356,7 @@

    MO-Lunar-Lander

    Import

    -

    mo_gymnasium.make("mo-lunar-lander-v2")

    +

    mo_gymnasium.make("mo-lunar-lander-v3")

    @@ -470,7 +472,7 @@

    Reward Space + diff --git a/main/environments/mo-mountaincar-3d/index.html b/main/environments/mo-mountaincar-3d/index.html index d9226944..35045fa1 100644 --- a/main/environments/mo-mountaincar-3d/index.html +++ b/main/environments/mo-mountaincar-3d/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -461,7 +463,7 @@

    Reward space: + diff --git a/main/environments/mo-mountaincar-timemove/index.html b/main/environments/mo-mountaincar-timemove/index.html index 24366245..8e9b9c9d 100644 --- a/main/environments/mo-mountaincar-timemove/index.html +++ b/main/environments/mo-mountaincar-timemove/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -461,7 +463,7 @@

    Reward space: + diff --git a/main/environments/mo-mountaincar-timespeed/index.html b/main/environments/mo-mountaincar-timespeed/index.html index 503e55ae..cb088892 100644 --- a/main/environments/mo-mountaincar-timespeed/index.html +++ b/main/environments/mo-mountaincar-timespeed/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -461,7 +463,7 @@

    Reward space: + diff --git a/main/environments/mo-mountaincar/index.html b/main/environments/mo-mountaincar/index.html index 913beb91..21fefc46 100644 --- a/main/environments/mo-mountaincar/index.html +++ b/main/environments/mo-mountaincar/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -471,7 +473,7 @@

    Reward space: + diff --git a/main/environments/mo-mountaincarcontinuous/index.html b/main/environments/mo-mountaincarcontinuous/index.html index 15d2e4e0..0132d200 100644 --- a/main/environments/mo-mountaincarcontinuous/index.html +++ b/main/environments/mo-mountaincarcontinuous/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -464,7 +466,7 @@

    Reward space: + diff --git a/main/environments/mo-reacher/index.html b/main/environments/mo-reacher/index.html index 1df842fd..de4bd00e 100644 --- a/main/environments/mo-reacher/index.html +++ b/main/environments/mo-reacher/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -361,7 +363,7 @@

    MO-Reacher

    Description

    -

    Mujoco version of mo-reacher-v0, based on Reacher-v4 environment.

    +

    Multi-objective version of the Reacher-v4 environment.

    Observation Space

    @@ -481,7 +483,7 @@

    Reward Space + diff --git a/main/environments/mo-supermario/index.html b/main/environments/mo-supermario/index.html index aa8ccf8e..ea4a18a5 100644 --- a/main/environments/mo-supermario/index.html +++ b/main/environments/mo-supermario/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -476,7 +478,7 @@

    Episode Termination + diff --git a/main/environments/mo-swimmer/index.html b/main/environments/mo-swimmer/index.html index 1debafa9..48809779 100644 --- a/main/environments/mo-swimmer/index.html +++ b/main/environments/mo-swimmer/index.html @@ -11,7 +11,7 @@ - + MO-Swimmer - MO-Gymnasium Documentation @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -234,11 +235,14 @@
  • MO-Mountaincar
  • MO-Mountaincarcontinuous
  • MO-Lunar-Lander
    • +
  • MO-Lunar-Lander-Continuous
  • Miscellaneous @@ -317,9 +321,10 @@
    -

    MO-Swimmer#

    +

    MO-Swimmer

    -../../_images/mo-swimmer.gif +../../_images/mo-swimmer.gif +
    @@ -357,12 +362,15 @@

    MO-Swimmer -

    Description#

    +

    Description

    Multi-objective version of the SwimmerEnv environment.

    See Gymnasium’s env for more information.

    +

    The original Gymnasium’s ‘Swimmer-v4’ is recovered by the following linear scalarization:

    +

    env = mo_gym.make(‘mo-swimmer-v4’) +LinearReward(env, weight=np.array([1.0, 1e-4]))

    -

    Reward Space#

    +

    Reward Space

    The reward is 2-dimensional:

    Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -470,7 +472,7 @@

    Reward Space + diff --git a/main/environments/mujoco/index.html b/main/environments/mujoco/index.html index 901be049..40c4e4a4 100644 --- a/main/environments/mujoco/index.html +++ b/main/environments/mujoco/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -468,7 +470,7 @@

    MuJoCo + diff --git a/main/environments/resource-gathering/index.html b/main/environments/resource-gathering/index.html index 19a800a7..11289649 100644 --- a/main/environments/resource-gathering/index.html +++ b/main/environments/resource-gathering/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -507,7 +509,7 @@

    Credits¶ - + diff --git a/main/environments/water-reservoir/index.html b/main/environments/water-reservoir/index.html index 07c6a93a..1168e99d 100644 --- a/main/environments/water-reservoir/index.html +++ b/main/environments/water-reservoir/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -511,7 +513,7 @@

    Credits¶ - + diff --git a/main/examples/citation/index.html b/main/examples/citation/index.html index 0202d6a4..89d6c0c3 100644 --- a/main/examples/citation/index.html +++ b/main/examples/citation/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -414,7 +416,7 @@

    Citation - + diff --git a/main/examples/morl_baselines/index.html b/main/examples/morl_baselines/index.html index 60726a16..f52abf03 100644 --- a/main/examples/morl_baselines/index.html +++ b/main/examples/morl_baselines/index.html @@ -8,7 +8,7 @@ - + @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -348,7 +350,7 @@

    MORL Baselines - + @@ -357,7 +359,7 @@

    MORL BaselinesWrappers +
    Vector Wrappers
     @@ -418,7 +420,7 @@

    MORL Baselines + diff --git a/main/examples/publications/index.html b/main/examples/publications/index.html index 87533006..04305791 100644 --- a/main/examples/publications/index.html +++ b/main/examples/publications/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -422,7 +424,7 @@

    List of Publications + diff --git a/main/genindex/index.html b/main/genindex/index.html index 415f4885..2a922f00 100644 --- a/main/genindex/index.html +++ b/main/genindex/index.html @@ -213,6 +213,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -250,6 +251,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -325,7 +327,7 @@

    Index

    L

    @@ -335,15 +337,21 @@

    L

    M

    @@ -414,7 +422,7 @@

    M

    - + diff --git a/main/index.html b/main/index.html index 131ca8e1..6b7864c4 100644 --- a/main/index.html +++ b/main/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -366,7 +368,7 @@

    API

    next_obs, vector_reward, terminated, truncated, info = env.step(your_agent.act(obs)) # Optionally, you can scalarize the reward function with the LinearReward wrapper -env = mo_gym.LinearReward(env, weight=np.array([0.8, 0.2, 0.2])) +env = mo_gym.wrappers.LinearReward(env, weight=np.array([0.8, 0.2, 0.2]))

    For details on multi-objective MDP’s (MOMDP’s) and other MORL definitions, see A practical guide to multi-objective reinforcement learning and planning.

    @@ -457,7 +459,7 @@

    Citing + diff --git a/main/introduction/api/index.html b/main/introduction/api/index.html index c9c5e053..91ab4264 100644 --- a/main/introduction/api/index.html +++ b/main/introduction/api/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -342,7 +344,7 @@

    API

    next_obs, vector_reward, terminated, truncated, info = env.step(your_agent.act(obs)) # Optionally, you can scalarize the reward function with the LinearReward wrapper -env = mo_gym.LinearReward(env, weight=np.array([0.8, 0.2, 0.2])) +env = mo_gym.wrappers.LinearReward(env, weight=np.array([0.8, 0.2, 0.2]))

    For details on multi-objective MDP’s (MOMDP’s) and other MORL definitions, see A practical guide to multi-objective reinforcement learning and planning.

    @@ -423,7 +425,7 @@

    API

    + diff --git a/main/introduction/install/index.html b/main/introduction/install/index.html index dc03303d..d09f6d3b 100644 --- a/main/introduction/install/index.html +++ b/main/introduction/install/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -410,7 +412,7 @@

    Install¶ - + diff --git a/main/objects.inv b/main/objects.inv index 60846383e1b69cab31d21f5e6a41d6df7ef86e51..3ba6d0782e0893d074bd6c05b4e7acc7a196291f 100644 GIT binary patch delta 1417 zcmV;41$O$F3-Jq(dVj5%U2~);6o&8p6;#dMGVXj_O>J#ezIV2gnN;`G1LzS z1(;6nuiqnzA_Cfzy-5(x`y4(LUhR@UZjWU}B&*B!2SN6GD&+fHR#75W^gu+8_Qx+- zL8L?0Dg?}i;}bWAFi$zLYE&`fc0BDfVjp2S}ttL&$~xT;?MC+aElf@7I}ac-7( zFEIMIbZU$Yb!F!9!rt4ZoPR)P^ZB2|Q}T@n3-Zl8w5O%^!xr=+_^6+j-^DD*e9|K@ z--GZ?|M~aNNPnvQOU|=~372W}2VrziwiJEi3SINM%9GXA+2!4p9oyEV=(L1rHT3(^*0VJanfk;DfT zBu-ZdT{cx~sQS@WCCip!d5(VJrn&G%+mtL^q!W_%>*~pR*R_q)J~6pFa2`%#0#bC{ zl^g)C1%DQtmtlg5NSmER;1v`dhNzipMiHLiAp|J83Wo9!%a96rGDrClFLCAORS1Q29lSKEyXld)b( z-6xsRq97IJwex6~9Fr;DyCH49Pd${j%Z1`7+}myeII0zybDm5 zq~a{j>S9_{cQGLqbwvb*`z((S(2mo@TU~LhE27k9g9h7B!+pFofhC#bYBu$*ZIZSG z|9_+igH1m=7As8S?}qCb5`W4UQX$d><4>1SwqhkMdF0>=#82}4=o)6T$vvg{De1Jp zn@_jI5-z(1yaG327G8chfMI)yE`1lGp{uq$!N?k(x{?USW27NU!`A)fly_id8ShpX z(vsTp1alz8GZpdu!^CLNLwn)gclAF!i+_wvH-o>Ld)%aYoTDy%e~Y7kBgR8Ty! zP=0{xl@_sVw=`f~FBC-CZpbS)zGn%caXx;?$lxqO^%f@#96ZcoV(VhO$fc9-_bCI? z_8~!taUz4v@f|^>RudKRzI-%8w;4GyooR{Rd(6Kz0;;;R@aIwkfmC&BgWojhov=a&-R{f3g)2^tCl@ z^c;ATZ3QJi$bYt?c*~Wls5JVDY-yzlw0UKMH#%SDv)ud*E8oHp3#M4J%e#N>045zd z`m^CkF;M=M6}+z7hN)9Nv?juNcaE-XGb<@QU`Yv9FeKRuni%yg*N%GDfeYRgltHDs+VF4=k-;d8JBz|A6q(Y_-#_z9_Y{hC?^Tfp$$)DBv)^{vclLt!6bIKV(u%78j z6@Og!5eN$Wf<=7$;R1%^CAsx|ih*vr_6#Fi_}0}#FrFffSqAnvJkEGWQvIMJ{l&LA zhV|4v_#c?|UtT1JWV%7${==`lK?o|r4-^#dh=Lh==6)eHM;jaaWMfnOk-)VHODm~( zgLb#@L&N;6nSY@CPVlXLYZTVtGM=|Y(h4qL8I(^`^n!2h z(4~DIQHOS0fj!pzFvv~F(H)ou#9z>Z6V0ZcE&QWlbZz}_1ka>JRHIGnWjoq1I3Ryc zMK+qF&-!0Bru5T67Z0By3ckN=3$v``z}y7CFP|$|BNeHtsH*SRV=#?u;{3uB9DlrD zKfQ$4O9MQ&=i{uOTYzXsXQiY6iikP~Hc7V^e@db6{ZZtbtfRB>r4m+-q?BR<%jnxtj3!eP7cLe)fvk9nt*#F?#A-+5hrtKIHInstall
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -393,7 +395,7 @@

    MO-Gymnasium 1.0.0 Release Notes

    reward = forward_reward - ctrl_cost

    With MORL, users have the flexibility to determine the compromises they desire based on their preferences for each objective. Consequently, the environments in MO-Gymnasium do not have predefined weights. Thus, MO-Gymnasium extends the capabilities of Gymnasium to the multi-objective setting, where the agents receives a vectorial reward.

    For example, here is an illustration of the multiple policies learned by an MORL agent for the mo-halfcheetah domain, balancing between saving battery and speed:

    - +

    This release marks the first mature version of MO-Gymnasium within Farama, indicating that the API is stable, and we have achieved a high level of quality in this library.

    API

    + diff --git a/main/search/index.html b/main/search/index.html index d8f97aef..df585802 100644 --- a/main/search/index.html +++ b/main/search/index.html @@ -212,6 +212,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -249,6 +250,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -391,7 +393,7 @@ - + diff --git a/main/searchindex.js b/main/searchindex.js index b5f5fcce..d0037418 100644 --- a/main/searchindex.js +++ b/main/searchindex.js @@ -1 +1 @@ -Search.setIndex({"alltitles": {"0.1.1": [[44, "release-0-1-1"]], "0.1.2": [[44, "release-0-1-2"]], "0.2.0": [[44, "release-0-2-0"]], "0.2.1": [[44, "release-0-2-1"]], "1. Create a new environment class": [[45, "create-a-new-environment-class"]], "2. Register the environment": [[45, "register-the-environment"]], "3. Test the environment": [[45, "test-the-environment"]], "4. Instantiate your environment": [[45, "instantiate-your-environment"]], "404 - Page Not Found": [[0, null]], "API": [[41, null], [42, null]], "Acknowledgements": [[3, "acknowledgements"]], "Action Space": [[4, "action-space"], [6, "action-space"], [7, "action-space"], [8, "action-space"], [9, "action-space"], [10, "action-space"], [11, "action-space"], [13, "action-space"], [14, "action-space"], [15, "action-space"], [32, "action-space"], [36, "action-space"], [37, "action-space"]], "Arguments": [[4, "arguments"], [6, "arguments"], [7, "arguments"], [8, "arguments"], [9, "arguments"], [10, "arguments"], [13, "arguments"], [14, "arguments"], [15, "arguments"], [37, "arguments"]], "Breakable-Bottles": [[4, null]], "Build the Documentation": [[1, "build-the-documentation"]], "Citation": [[38, null]], "Citing": [[41, "citing"]], "Classic Control": [[5, null]], "Community": [[3, null]], "Creating a custom environment": [[45, null]], "Credits": [[4, "credits"], [6, "credits"], [7, "credits"], 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newline at end of file diff --git a/main/tutorials/custom_env/index.html b/main/tutorials/custom_env/index.html index 9a141d77..5e0ae121 100644 --- a/main/tutorials/custom_env/index.html +++ b/main/tutorials/custom_env/index.html @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -463,7 +465,7 @@

    4. Instantiate your environment + diff --git a/main/wrappers/vector_wrappers/index.html b/main/wrappers/vector_wrappers/index.html new file mode 100644 index 00000000..d0fee156 --- /dev/null +++ b/main/wrappers/vector_wrappers/index.html @@ -0,0 +1,713 @@ + + + + + + + + + + + + + + + Vector Wrappers - MO-Gymnasium Documentation + + + + + + + + + +
    +
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    + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + +
    + + +
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    + + + + +
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    + +
    +

    Vector Wrappers

    +

    Similar to the normal wrappers, MO-Gymnasium provides a few wrappers that are specifically designed to work with vectorized environments. They are all available directly from the mo_gymnasium.wrappers.vector module.

    +
    +

    MOSyncVectorEnv

    +
    +
    +class mo_gymnasium.wrappers.vector.MOSyncVectorEnv(env_fns: Iterator[callable], copy: bool = True)
    +

    Vectorized environment that serially runs multiple environments.

    +

    Example

    +
    >>> import mo_gymnasium as mo_gym
+
    +
    +
    >>> envs = mo_gym.wrappers.vector.MOSyncVectorEnv([
+...     lambda: mo_gym.make("deep-sea-treasure-v0") for _ in range(4)
+... ])
+>>> envs
+MOSyncVectorEnv(num_envs=4)
+>>> obs, infos = envs.reset()
+>>> obs
+array([[0, 0], [0, 0], [0, 0], [0, 0]], dtype=int32)
+>>> _ = envs.action_space.seed(42)
+>>> actions = envs.action_space.sample()
+>>> obs, rewards, terminateds, truncateds, infos = envs.step([0, 1, 2, 3])
+>>> obs
+array([[0, 0], [1, 0], [0, 0], [0, 3]], dtype=int32)
+>>> rewards
+array([[0., -1.], [0.7, -1.], [0., -1.], [0., -1.]], dtype=float32)
+>>> terminateds
+array([False,  True, False, False])
+
    +
    +
    + +
    +
    +

    MORecordEpisodeStatistics

    +
    +
    +class mo_gymnasium.wrappers.vector.MORecordEpisodeStatistics(env: VectorEnv, gamma: float = 1.0, buffer_length: int = 100, stats_key: str = 'episode')
    +

    This wrapper will keep track of cumulative rewards and episode lengths.

    +

    At the end of any episode within the vectorized env, the statistics of the episode +will be added to info using the key episode, and the _episode key +is used to indicate the environment index which has a terminated or truncated episode.

    +
    +

    For a vectorized environments the output will be in the form of (be careful to first wrap the env into vector before applying MORewordStatistics):

    +
    >>> infos = { 
+...     "episode": {
+...         "r": "<array of cumulative reward for each done sub-environment (2d array, shape (num_envs, dim_reward))>",
+...         "dr": "<array of discounted reward for each done sub-environment (2d array, shape (num_envs, dim_reward))>",
+...         "l": "<array of episode length for each done sub-environment (array)>",
+...         "t": "<array of elapsed time since beginning of episode for each done sub-environment (array)>"
+...     },
+...     "_episode": "<boolean array of length num-envs>"
+... }
+
    +
    +
    +

    Moreover, the most recent rewards and episode lengths are stored in buffers that can be accessed via +wrapped_env.return_queue and wrapped_env.length_queue respectively.

    +
    +
    Variables:
    +
      +

    • return_queue – The cumulative rewards of the last deque_size-many episodes

      • +

    • length_queue – The lengths of the last deque_size-many episodes

      • +
    +
    +
    +
    + +
    +
    + +
    +
    + +
    + +
    +
    +
    + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/main/wrappers/wrappers/index.html b/main/wrappers/wrappers/index.html index 495cb95c..22a8655f 100644 --- a/main/wrappers/wrappers/index.html +++ b/main/wrappers/wrappers/index.html @@ -8,7 +8,7 @@ - + @@ -215,6 +215,7 @@
  • Install
  • API
  • Wrappers
    • +
  • Vector Wrappers
  • MORL Baselines

    • Environments

    @@ -252,6 +253,7 @@
  • MO-Halfcheetah
  • MO-Walker2D
  • MO-Ant
    • +
  • MO-Swimmer
  • MO-Humanoid
    • @@ -329,12 +331,12 @@

    Wrappers

    -

    A few wrappers inspired from Gymnasium’s wrappers are available in MO-Gymnasium. They are all available directly from the mo_gymnasium module.

    +

    A few wrappers inspired from Gymnasium’s wrappers are available in MO-Gymnasium. They are all available directly from the mo_gymnasium.wrappers module.

    LinearReward

    -
    -class mo_gymnasium.LinearReward(env: Env, weight: ndarray | None = None)
    +
    +class mo_gymnasium.wrappers.LinearReward(env: Env, weight: ndarray | None = None)

    Makes the env return a scalar reward, which is the dot-product between the reward vector and the weight vector.

    @@ -342,63 +344,59 @@

    LinearReward

    MONormalizeReward

    -
    -class mo_gymnasium.MONormalizeReward(env: Env, idx: int, gamma: float = 0.99, epsilon: float = 1e-08)
    +
    +class mo_gymnasium.wrappers.MONormalizeReward(env: Env, idx: int, gamma: float = 0.99, epsilon: float = 1e-08)

    Wrapper to normalize the reward component at index idx. Does not touch other reward components.

    +

    This code is heavily inspired on Gymnasium’s except that it extracts the reward component at given idx, normalizes it, and reinjects it.

    +

    (!) This smoothes the moving average of the reward, which can be useful for training stability. But it does not “normalize” the reward in the sense of making it have a mean of 0 and a standard deviation of 1.

    +

    Example

    +
    >>> import mo_gymnasium as mo_gym
+>>> from mo_gymnasium.wrappers import MONormalizeReward
+>>> env = mo_gym.make("deep-sea-treasure-v0")
+>>> norm_treasure_env = MONormalizeReward(env, idx=0)
+>>> both_norm_env = MONormalizeReward(norm_treasure_env, idx=1)
+>>> both_norm_env.reset() # This one normalizes both rewards
+
    +

    MOClipReward

    -
    -class mo_gymnasium.MOClipReward(env: Env, idx: int, min_r, max_r)
    +
    +class mo_gymnasium.wrappers.MOClipReward(env: Env, idx: int, min_r, max_r)

    Clip reward[idx] to [min, max].

    -
    -
    -

    MOSyncVectorEnv

    -
    -
    -class mo_gymnasium.MOSyncVectorEnv(env_fns: Iterator[callable], copy: bool = True)
    -

    Vectorized environment that serially runs multiple environments.

    -
    -

    MORecordEpisodeStatistics

    -
    -class mo_gymnasium.MORecordEpisodeStatistics(env: Env, gamma: float = 1.0, deque_size: int = 100)
    +
    +class mo_gymnasium.wrappers.MORecordEpisodeStatistics(env: Env, gamma: float = 1.0, buffer_length: int = 100, stats_key: str = 'episode')

    This wrapper will keep track of cumulative rewards and episode lengths.

    After the completion of an episode, info will look like this:

    >>> info = {
 ...     "episode": {
 ...         "r": "<cumulative reward (array)>",
 ...         "dr": "<discounted reward (array)>",
-...         "l": "<episode length (scalar)>", # contrary to Gymnasium, these are not a numpy array
+...         "l": "<episode length (scalar)>",
 ...         "t": "<elapsed time since beginning of episode (scalar)>"
 ...     },
 ... }
    -

    For a vectorized environments the output will be in the form of (be careful to first wrap the env into vector before applying MORewordStatistics):

    -
    >>> infos = {
-...     "final_observation": "<array of length num-envs>",
-...     "_final_observation": "<boolean array of length num-envs>",
-...     "final_info": "<array of length num-envs>",
-...     "_final_info": "<boolean array of length num-envs>",
-...     "episode": {
-...         "r": "<array of cumulative reward (2d array, shape (num_envs, dim_reward))>",
-...         "dr": "<array of discounted reward (2d array, shape (num_envs, dim_reward))>",
-...         "l": "<array of episode length (array)>",
-...         "t": "<array of elapsed time since beginning of episode (array)>"
-...     },
-...     "_episode": "<boolean array of length num-envs>"
-... }
-
    -
    +
    + +
    +
    +

    MOMaxAndSkipObservation

    +
    +
    +class mo_gymnasium.wrappers.MOMaxAndSkipObservation(env: Env[ObsType, ActType], skip: int = 4)
    +

    This wrapper will return only every skip-th frame (frameskipping) and return the max between the two last observations.

    +

    Note: This wrapper is based on the wrapper from stable-baselines3: https://stable-baselines3.readthedocs.io/en/master/_modules/stable_baselines3/common/atari_wrappers.html#MaxAndSkipEnv

    @@ -409,12 +407,12 @@

    MORecordEpisode